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1. (WO2015126858) PERSONALIZED MACHINE LEARNING SYSTEM

Pub. No.:    WO/2015/126858    International Application No.:    PCT/US2015/016236
Publication Date: Fri Aug 28 01:59:59 CEST 2015 International Filing Date: Thu Feb 19 00:59:59 CET 2015
IPC: H04L 29/08
G06N 99/00
Applicants: MICROSOFT TECHNOLOGY LICENSING, LLC
Inventors: MIAO, Xu
CHU, Chun-Te
Title: PERSONALIZED MACHINE LEARNING SYSTEM
Abstract:
Machine learning may be personalized to individual users of computing devices, and can be used to increase machine learning prediction accuracy and speed, and/or reduce memory footprint. Personalizing machine learning can include hosting, by a computing device, a consensus machine learning model and collecting information, locally by the computing device, associated with an application executed by the client device. Personalizing machine learning can also include modifying the consensus machine learning model accessible by the application based, at least in part, on the information collected locally by the client device. Modifying the consensus machine learning model can generate a personalized machine learning model. Personalizing machine learning can also include transmitting the personalized machine learning model to a server that updates the consensus machine learning model.